Optimal strategy selection approach of moving target defense based on Markov time game

For the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the at...

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Main Authors: Jinglei TAN, Hengwei ZHANG, Hongqi ZHANG, Hui JIN, Cheng LEI
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2020-01-01
Series:Tongxin xuebao
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Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/
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author Jinglei TAN
Hengwei ZHANG
Hongqi ZHANG
Hui JIN
Cheng LEI
author_facet Jinglei TAN
Hengwei ZHANG
Hongqi ZHANG
Hui JIN
Cheng LEI
author_sort Jinglei TAN
collection DOAJ
description For the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the attack and defense confrontation process of moving targets,the set of moving target attack and defense strategies was constructed.The dynamics of the single-stage moving target defense process was described by time game.The randomness of multi-stage moving target defense state transformation was described by Markov decision process.At the same time,by abstracting the use of resource vulnerability by attack-defense participants as the alternation of the control of the attack surface,the versatility of the game model was effectively guaranteed.On this basis,the existence of equilibrium was analyzed and proved,and the optimal strategy selection algorithm was designed.Finally,the practicality of the constructed model and the effectiveness of the algorithm are verified by an application example.
format Article
id doaj-art-380b825cf51141a5885b6ce613312c43
institution Kabale University
issn 1000-436X
language zho
publishDate 2020-01-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-380b825cf51141a5885b6ce613312c432025-01-14T07:18:21ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-01-0141425259732383Optimal strategy selection approach of moving target defense based on Markov time gameJinglei TANHengwei ZHANGHongqi ZHANGHui JINCheng LEIFor the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the attack and defense confrontation process of moving targets,the set of moving target attack and defense strategies was constructed.The dynamics of the single-stage moving target defense process was described by time game.The randomness of multi-stage moving target defense state transformation was described by Markov decision process.At the same time,by abstracting the use of resource vulnerability by attack-defense participants as the alternation of the control of the attack surface,the versatility of the game model was effectively guaranteed.On this basis,the existence of equilibrium was analyzed and proved,and the optimal strategy selection algorithm was designed.Finally,the practicality of the constructed model and the effectiveness of the algorithm are verified by an application example.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/time gamemoving target attackmoving target defenseoptimal strategy selectionMarkov decision
spellingShingle Jinglei TAN
Hengwei ZHANG
Hongqi ZHANG
Hui JIN
Cheng LEI
Optimal strategy selection approach of moving target defense based on Markov time game
Tongxin xuebao
time game
moving target attack
moving target defense
optimal strategy selection
Markov decision
title Optimal strategy selection approach of moving target defense based on Markov time game
title_full Optimal strategy selection approach of moving target defense based on Markov time game
title_fullStr Optimal strategy selection approach of moving target defense based on Markov time game
title_full_unstemmed Optimal strategy selection approach of moving target defense based on Markov time game
title_short Optimal strategy selection approach of moving target defense based on Markov time game
title_sort optimal strategy selection approach of moving target defense based on markov time game
topic time game
moving target attack
moving target defense
optimal strategy selection
Markov decision
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/
work_keys_str_mv AT jingleitan optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame
AT hengweizhang optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame
AT hongqizhang optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame
AT huijin optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame
AT chenglei optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame